{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-01-09T11:28:20.526218Z",
     "start_time": "2025-01-09T11:28:20.310414Z"
    }
   },
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import make_blobs\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import adjusted_rand_score, silhouette_score\n",
    "\n",
    "# 生成合成的分类数据集\n",
    "X, y = make_blobs(n_samples=300, centers=4, cluster_std=0.6, random_state=0)\n",
    "\n",
    "# 使用KMeans进行聚类\n",
    "n_clusters = 4  # 聚类的数量\n",
    "kmeans = KMeans(n_clusters=n_clusters, random_state=0)\n",
    "y_kmeans = kmeans.fit_predict(X)\n",
    "print(silhouette_score(X, y_kmeans))\n",
    "# 可视化原始类别\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='viridis')\n",
    "plt.title('Original Clusters')\n",
    "\n",
    "# 可视化KMeans聚类结果\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y_kmeans, s=50, cmap='viridis')\n",
    "centers = kmeans.cluster_centers_\n",
    "plt.scatter(centers[:, 0], centers[:, 1], c='red', s=200, alpha=0.75)\n",
    "plt.title('K-Means Clustering')\n",
    "\n",
    "# 显示图形\n",
    "plt.show()\n",
    "\n",
    "# 比较原始类别和KMeans聚类结果\n",
    "print(\"Adjusted Rand Index:\", adjusted_rand_score(y, y_kmeans))"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.6819938690643478\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Adjusted Rand Index: 1.0\n"
     ]
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "5a34613f22aacb2d"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
